From a mathematical character to a human voice.
A character is born
Every twin starts as a mathematical personality profile: values, risk appetite, price sensitivity, life stage. No prompt theatre, a stable core that persists.
The twin decides, by inner logic
Ask a question and the decision layer decides first. Same question, same character, same answer, reproducible like a real person with conviction.
A thousand twins, real spread
Across a whole sample, intended heterogeneity emerges: the frugal next to impulse buyers, sceptics next to early adopters. Diversity with structure, not dice in a mask.
Only then does the twin speak
The language model only verbalises what is already fixed: it doesn't invent behaviour, it puts it into words. That is why the result sounds human and behaves the same way.









